Overview
Brought to you by YData
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 1035 |
| Missing cells | 1932 |
| Missing cells (%) | 11.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 129.5 KiB |
| Average record size in memory | 128.1 B |
Variable types
| Numeric | 16 |
|---|
al2o3 is highly overall correlated with caot and 4 other fields | High correlation |
caot is highly overall correlated with al2o3 and 4 other fields | High correlation |
k2o is highly overall correlated with al2o3 and 2 other fields | High correlation |
mgo is highly overall correlated with na2o | High correlation |
na2o is highly overall correlated with al2o3 and 4 other fields | High correlation |
pf is highly overall correlated with al2o3 and 3 other fields | High correlation |
r1_iram1622 is highly overall correlated with r2_iram1622 and 1 other fields | High correlation |
r28_iram1622 is highly overall correlated with r2_iram1622 and 1 other fields | High correlation |
r2_iram1622 is highly overall correlated with r1_iram1622 and 3 other fields | High correlation |
r3_iram1622 is highly overall correlated with r1_iram1622 and 2 other fields | High correlation |
r7_iram1622 is highly overall correlated with r28_iram1622 and 2 other fields | High correlation |
sio2 is highly overall correlated with al2o3 and 4 other fields | High correlation |
r1_iram1622 has 638 (61.6%) missing values | Missing |
r2_iram1622 has 94 (9.1%) missing values | Missing |
r3_iram1622 has 898 (86.8%) missing values | Missing |
r7_iram1622 has 252 (24.3%) missing values | Missing |
r28_iram1622 has 50 (4.8%) missing values | Missing |
Reproduction
| Analysis started | 2024-11-29 01:07:36.492401 |
|---|---|
| Analysis finished | 2024-11-29 01:08:28.234668 |
| Duration | 51.74 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
g45µ
Real number (ℝ)
| Distinct | 219 |
|---|---|
| Distinct (%) | 21.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.6889649 × 10-16 |
| Minimum | -4.0751774 |
|---|---|
| Maximum | 7.1879365 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 565 |
| Negative (%) | 54.6% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | -4.0751774 |
|---|---|
| 5-th percentile | -1.1930338 |
| Q1 | -0.62418965 |
| median | -0.11222993 |
| Q3 | 0.41869127 |
| 95-th percentile | 1.7896056 |
| Maximum | 7.1879365 |
| Range | 11.263114 |
| Interquartile range (IQR) | 1.0428809 |
Descriptive statistics
| Standard deviation | 1.0004834 |
|---|---|
| Coefficient of variation (CV) | -1.3011939 × 1015 |
| Kurtosis | 6.0808836 |
| Mean | -7.6889649 × 10-16 |
| Median Absolute Deviation (MAD) | 0.5309212 |
| Skewness | 1.3574915 |
| Sum | -8.0535578 × 10-13 |
| Variance | 1.0009671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.3966519949 | 33 | 3.2% |
| -0.5862667078 | 32 | 3.1% |
| -0.2070372821 | 30 | 2.9% |
| 0.3618068564 | 24 | 2.3% |
| -0.01742256927 | 18 | 1.7% |
| -0.7758814206 | 18 | 1.7% |
| 0.1721921436 | 17 | 1.6% |
| 0.1153077297 | 16 | 1.5% |
| -1.079264961 | 15 | 1.4% |
| 0.7410362821 | 15 | 1.4% |
| Other values (209) | 817 |
| Value | Count | Frequency (%) |
| -4.075177424 | 1 | |
| -3.695947998 | 1 | |
| -3.411525929 | 1 | |
| -3.146065331 | 1 | |
| -2.292799123 | 1 | |
| -2.179030296 | 1 | |
| -2.027338525 | 1 | |
| -2.008377054 | 1 | |
| -1.761877927 | 1 | |
| -1.742916456 | 1 |
| Value | Count | Frequency (%) |
| 7.187936518 | 1 | |
| 6.239862954 | 1 | |
| 4.817752608 | 1 | |
| 4.514369067 | 1 | |
| 4.324754355 | 1 | |
| 4.248908469 | 2 | |
| 3.81279463 | 1 | |
| 3.433565204 | 1 | |
| 2.959528422 | 1 | |
| 2.940566951 | 1 |
sba
Real number (ℝ)
| Distinct | 115 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.2683359 × 10-15 |
| Minimum | -4.4607416 |
|---|---|
| Maximum | 4.1713564 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 525 |
| Negative (%) | 50.7% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | -4.4607416 |
|---|---|
| 5-th percentile | -1.4997313 |
| Q1 | -0.59637216 |
| median | -0.044319388 |
| Q3 | 0.55792 |
| 95-th percentile | 1.6620256 |
| Maximum | 4.1713564 |
| Range | 8.632098 |
| Interquartile range (IQR) | 1.1542922 |
Descriptive statistics
| Standard deviation | 1.0004834 |
|---|---|
| Coefficient of variation (CV) | -7.8881581 × 1014 |
| Kurtosis | 1.3267141 |
| Mean | -1.2683359 × 10-15 |
| Median Absolute Deviation (MAD) | 0.55205278 |
| Skewness | 0.32069312 |
| Sum | -1.3180568 × 10-12 |
| Variance | 1.0009671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1062404596 | 28 | 2.7% |
| -0.3956257007 | 28 | 2.7% |
| 0.3571735398 | 27 | 2.6% |
| 0.4575467719 | 25 | 2.4% |
| 0.05605384361 | 25 | 2.4% |
| -0.1446926205 | 25 | 2.4% |
| 0.557920004 | 24 | 2.3% |
| -0.4458123167 | 24 | 2.3% |
| 0.5077333879 | 24 | 2.3% |
| -0.5963721648 | 24 | 2.3% |
| Other values (105) | 781 |
| Value | Count | Frequency (%) |
| -4.460741599 | 1 | |
| -3.457009279 | 1 | |
| -2.80458327 | 1 | |
| -2.704210038 | 1 | |
| -2.654023422 | 1 | |
| -2.453276958 | 1 | |
| -2.403090342 | 1 | |
| -2.352903726 | 2 | |
| -2.252530494 | 2 | |
| -2.152157262 | 2 |
| Value | Count | Frequency (%) |
| 4.171356358 | 1 | |
| 3.820050046 | 1 | |
| 3.76986343 | 1 | |
| 3.51893035 | 1 | |
| 3.418557118 | 1 | |
| 3.26799727 | 2 | |
| 3.01706419 | 1 | |
| 2.916690958 | 2 | |
| 2.866504342 | 1 | |
| 2.816317725 | 1 |
pf
Real number (ℝ)
High correlation
| Distinct | 247 |
|---|---|
| Distinct (%) | 23.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -6.8651472 × 10-18 |
| Minimum | -1.4970143 |
|---|---|
| Maximum | 3.8117197 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 589 |
| Negative (%) | 56.9% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | -1.4970143 |
|---|---|
| 5-th percentile | -1.1814523 |
| Q1 | -0.88183915 |
| median | -0.4147617 |
| Q3 | 1.0206471 |
| 95-th percentile | 1.4341815 |
| Maximum | 3.8117197 |
| Range | 5.308734 |
| Interquartile range (IQR) | 1.9024862 |
Descriptive statistics
| Standard deviation | 1.0004834 |
|---|---|
| Coefficient of variation (CV) | -1.4573372 × 1017 |
| Kurtosis | -1.1637623 |
| Mean | -6.8651472 × 10-18 |
| Median Absolute Deviation (MAD) | 0.70631225 |
| Skewness | 0.39423699 |
| Sum | 1.7763568 × 10-14 |
| Variance | 1.0009671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.8818391533 | 14 | 1.4% |
| -1.041329016 | 13 | 1.3% |
| -0.8476627541 | 13 | 1.3% |
| -0.6767807584 | 12 | 1.2% |
| -0.6539964923 | 12 | 1.2% |
| 1.305450393 | 12 | 1.2% |
| -0.7337414236 | 12 | 1.2% |
| -0.9615840847 | 12 | 1.2% |
| -0.8020942219 | 12 | 1.2% |
| -0.824878488 | 11 | 1.1% |
| Other values (237) | 912 |
| Value | Count | Frequency (%) |
| -1.497014338 | 1 | 0.1% |
| -1.417269407 | 1 | 0.1% |
| -1.394485141 | 1 | 0.1% |
| -1.383093008 | 1 | 0.1% |
| -1.371700875 | 1 | 0.1% |
| -1.360308741 | 3 | |
| -1.348916608 | 3 | |
| -1.326132342 | 2 | |
| -1.314740209 | 1 | 0.1% |
| -1.303348076 | 3 |
| Value | Count | Frequency (%) |
| 3.811719664 | 1 | |
| 3.777543265 | 1 | |
| 2.672506359 | 1 | |
| 2.421879432 | 1 | |
| 2.387703032 | 1 | |
| 2.22821317 | 1 | |
| 2.068723307 | 1 | |
| 1.96619411 | 2 | |
| 1.954801976 | 1 | |
| 1.806704247 | 1 |
so3
Real number (ℝ)
| Distinct | 59 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.0217859 × 10-15 |
| Minimum | -20.916707 |
|---|---|
| Maximum | 3.6416369 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 521 |
| Negative (%) | 50.3% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | -20.916707 |
|---|---|
| 5-th percentile | -1.15712 |
| Q1 | -0.40437379 |
| median | -0.028000703 |
| Q3 | 0.34837238 |
| 95-th percentile | 1.2893051 |
| Maximum | 3.6416369 |
| Range | 24.558344 |
| Interquartile range (IQR) | 0.75274617 |
Descriptive statistics
| Standard deviation | 1.0004834 |
|---|---|
| Coefficient of variation (CV) | -4.9485134 × 1014 |
| Kurtosis | 184.72537 |
| Mean | -2.0217859 × 10-15 |
| Median Absolute Deviation (MAD) | 0.37637308 |
| Skewness | -8.6028426 |
| Sum | -2.1067592 × 10-12 |
| Variance | 1.0009671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1601858388 | 95 | 9.2% |
| -0.1220939736 | 74 | 7.1% |
| -0.2161872444 | 69 | 6.7% |
| 0.2542791095 | 67 | 6.5% |
| -0.0280007028 | 66 | 6.4% |
| 0.06609256798 | 65 | 6.3% |
| 0.3483723803 | 56 | 5.4% |
| -0.3102805152 | 45 | 4.3% |
| -0.4043737859 | 44 | 4.3% |
| 0.5365589219 | 40 | 3.9% |
| Other values (49) | 414 |
| Value | Count | Frequency (%) |
| -20.91670682 | 1 | 0.1% |
| -2.850798826 | 1 | 0.1% |
| -2.662612285 | 1 | 0.1% |
| -2.286239202 | 1 | 0.1% |
| -2.192145931 | 1 | 0.1% |
| -2.09805266 | 3 | |
| -2.003959389 | 2 | 0.2% |
| -1.909866118 | 1 | 0.1% |
| -1.815772848 | 5 | |
| -1.721679577 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 3.641636858 | 2 | 0.2% |
| 3.171170504 | 1 | 0.1% |
| 3.077077233 | 1 | 0.1% |
| 2.982983962 | 1 | 0.1% |
| 2.70070415 | 1 | 0.1% |
| 2.512517608 | 3 | |
| 2.418424338 | 2 | 0.2% |
| 2.230237796 | 6 | |
| 2.136144525 | 1 | 0.1% |
| 2.042051254 | 3 |
mgo
Real number (ℝ)
High correlation
| Distinct | 60 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.1786325 × 10-17 |
| Minimum | -4.3491187 |
|---|---|
| Maximum | 20.438363 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 458 |
| Negative (%) | 44.3% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | -4.3491187 |
|---|---|
| 5-th percentile | -1.193305 |
| Q1 | -0.56214231 |
| median | 0.12639886 |
| Q3 | 0.47066945 |
| 95-th percentile | 0.98707532 |
| Maximum | 20.438363 |
| Range | 24.787482 |
| Interquartile range (IQR) | 1.0328118 |
Descriptive statistics
| Standard deviation | 1.0004834 |
|---|---|
| Coefficient of variation (CV) | 1.6192636 × 1016 |
| Kurtosis | 169.10158 |
| Mean | 6.1786325 × 10-17 |
| Median Absolute Deviation (MAD) | 0.51640588 |
| Skewness | 7.7323457 |
| Sum | 6.750156 × 10-14 |
| Variance | 1.0009671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.4706694463 | 103 | 10.0% |
| 0.8149400306 | 47 | 4.5% |
| -0.5047638761 | 41 | 4.0% |
| 0.1837772926 | 41 | 4.0% |
| 0.2411557234 | 41 | 4.0% |
| 0.5854263077 | 34 | 3.3% |
| 0.3559125848 | 32 | 3.1% |
| -0.5621423068 | 29 | 2.8% |
| 0.7575615999 | 27 | 2.6% |
| 0.06902043117 | 25 | 2.4% |
| Other values (50) | 615 |
| Value | Count | Frequency (%) |
| -4.349118735 | 6 | 0.6% |
| -2.857279536 | 1 | 0.1% |
| -1.59495406 | 1 | 0.1% |
| -1.480197198 | 1 | 0.1% |
| -1.422818768 | 1 | 0.1% |
| -1.365440337 | 5 | 0.5% |
| -1.308061906 | 13 | |
| -1.250683476 | 19 | |
| -1.193305045 | 15 | |
| -1.135926614 | 13 |
| Value | Count | Frequency (%) |
| 20.43836334 | 1 | 0.1% |
| 2.708428245 | 1 | 0.1% |
| 2.421536091 | 1 | 0.1% |
| 2.134643937 | 1 | 0.1% |
| 1.56085963 | 2 | 0.2% |
| 1.503481199 | 2 | 0.2% |
| 1.388724338 | 3 | |
| 1.331345907 | 4 | |
| 1.273967476 | 5 | |
| 1.216589046 | 1 | 0.1% |
sio2
Real number (ℝ)
High correlation
| Distinct | 324 |
|---|---|
| Distinct (%) | 31.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.1821344 × 10-16 |
| Minimum | -2.799367 |
|---|---|
| Maximum | 1.7714057 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 510 |
| Negative (%) | 49.3% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | -2.799367 |
|---|---|
| 5-th percentile | -1.3446389 |
| Q1 | -0.99171674 |
| median | 0.15312839 |
| Q3 | 0.87618847 |
| 95-th percentile | 1.4443071 |
| Maximum | 1.7714057 |
| Range | 4.5707727 |
| Interquartile range (IQR) | 1.8679052 |
Descriptive statistics
| Standard deviation | 1.0004834 |
|---|---|
| Coefficient of variation (CV) | 1.0895979 × 1015 |
| Kurtosis | -1.4946725 |
| Mean | 9.1821344 × 10-16 |
| Median Absolute Deviation (MAD) | 0.9468644 |
| Skewness | -0.064937939 |
| Sum | 9.8188124 × 10-13 |
| Variance | 1.0009671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8417570414 | 19 | 1.8% |
| 0.7556784601 | 16 | 1.5% |
| 1.444307111 | 15 | 1.4% |
| 0.7901098926 | 15 | 1.4% |
| 1.039737779 | 14 | 1.4% |
| -0.991716742 | 13 | 1.3% |
| 0.5835212973 | 12 | 1.2% |
| 0.9622670554 | 12 | 1.2% |
| -1.103618898 | 11 | 1.1% |
| 0.7642863182 | 11 | 1.1% |
| Other values (314) | 897 |
| Value | Count | Frequency (%) |
| -2.799366951 | 1 | |
| -2.317326895 | 1 | |
| -2.239856172 | 1 | |
| -2.024659719 | 1 | |
| -1.895541847 | 1 | |
| -1.680345393 | 1 | |
| -1.663129677 | 1 | |
| -1.585658954 | 1 | |
| -1.577051095 | 2 | |
| -1.568443237 | 2 |
| Value | Count | Frequency (%) |
| 1.77140572 | 1 | 0.1% |
| 1.762797862 | 2 | |
| 1.685327139 | 1 | 0.1% |
| 1.650895706 | 2 | |
| 1.642287848 | 1 | 0.1% |
| 1.63367999 | 1 | 0.1% |
| 1.616464274 | 3 | |
| 1.599248558 | 1 | 0.1% |
| 1.564817125 | 2 | |
| 1.556209267 | 4 |
fe2o3
Real number (ℝ)
| Distinct | 152 |
|---|---|
| Distinct (%) | 14.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.2563219 × 10-15 |
| Minimum | -9.2685631 |
|---|---|
| Maximum | 2.5507387 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 549 |
| Negative (%) | 53.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | -9.2685631 |
|---|---|
| 5-th percentile | -1.4613179 |
| Q1 | -0.72938863 |
| median | -0.10589336 |
| Q3 | 0.81579531 |
| 95-th percentile | 1.4935076 |
| Maximum | 2.5507387 |
| Range | 11.819302 |
| Interquartile range (IQR) | 1.5451839 |
Descriptive statistics
| Standard deviation | 1.0004834 |
|---|---|
| Coefficient of variation (CV) | -7.9635913 × 1014 |
| Kurtosis | 6.0788291 |
| Mean | -1.2563219 × 10-15 |
| Median Absolute Deviation (MAD) | 0.78614622 |
| Skewness | -0.61262312 |
| Sum | -1.2825296 × 10-12 |
| Variance | 1.0009671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.1601103388 | 19 | 1.8% |
| 1.113988701 | 19 | 1.8% |
| -0.5938461822 | 17 | 1.6% |
| 1.141097191 | 17 | 1.6% |
| -0.2414358095 | 16 | 1.5% |
| -0.7022801431 | 16 | 1.5% |
| 0.9242292697 | 15 | 1.4% |
| 0.3820594654 | 15 | 1.4% |
| -0.7293886333 | 15 | 1.4% |
| -1.027582026 | 15 | 1.4% |
| Other values (142) | 871 |
| Value | Count | Frequency (%) |
| -9.26856305 | 1 | 0.1% |
| -2.84385087 | 1 | 0.1% |
| -2.247464085 | 1 | 0.1% |
| -2.220355595 | 1 | 0.1% |
| -2.057704654 | 1 | 0.1% |
| -1.895053712 | 1 | 0.1% |
| -1.813728242 | 2 | |
| -1.786619752 | 3 | |
| -1.759511261 | 3 | |
| -1.705294281 | 2 |
| Value | Count | Frequency (%) |
| 2.550738682 | 2 | |
| 2.523630192 | 1 | |
| 2.496521702 | 2 | |
| 2.469413212 | 1 | |
| 2.388087741 | 1 | |
| 2.333870761 | 2 | |
| 2.306762271 | 1 | |
| 2.171219819 | 2 | |
| 2.144111329 | 2 | |
| 2.117002839 | 1 |
caot
Real number (ℝ)
High correlation
| Distinct | 329 |
|---|---|
| Distinct (%) | 31.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9611899 × 10-15 |
| Minimum | -2.4597678 |
|---|---|
| Maximum | 4.1433088 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 515 |
| Negative (%) | 49.8% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | -2.4597678 |
|---|---|
| 5-th percentile | -1.4524148 |
| Q1 | -0.87810064 |
| median | 0.0074282449 |
| Q3 | 0.83665183 |
| 95-th percentile | 1.4918408 |
| Maximum | 4.1433088 |
| Range | 6.6030767 |
| Interquartile range (IQR) | 1.7147525 |
Descriptive statistics
| Standard deviation | 1.0004834 |
|---|---|
| Coefficient of variation (CV) | 2.5257144 × 1014 |
| Kurtosis | -0.71412889 |
| Mean | 3.9611899 × 10-15 |
| Median Absolute Deviation (MAD) | 0.84969824 |
| Skewness | 0.04022317 |
| Sum | 4.0905057 × 10-12 |
| Variance | 1.0009671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.1973183183 | 17 | 1.6% |
| -0.7091847261 | 12 | 1.2% |
| 0.5295319809 | 11 | 1.1% |
| 0.8264144974 | 11 | 1.1% |
| -1.221051134 | 11 | 1.1% |
| -1.251763118 | 10 | 1.0% |
| -1.139152509 | 9 | 0.9% |
| -1.262000447 | 9 | 0.9% |
| -1.282475103 | 8 | 0.8% |
| -0.6477607572 | 8 | 0.8% |
| Other values (319) | 929 |
| Value | Count | Frequency (%) |
| -2.459767841 | 2 | |
| -2.336919903 | 1 | 0.1% |
| -2.224309293 | 1 | 0.1% |
| -2.214071965 | 1 | 0.1% |
| -2.162885324 | 1 | 0.1% |
| -2.101461355 | 1 | 0.1% |
| -2.060512043 | 2 | |
| -2.050274715 | 3 | |
| -2.040037386 | 1 | 0.1% |
| -1.999088074 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4.14330882 | 1 | |
| 3.498357146 | 1 | |
| 2.679370894 | 1 | |
| 2.443912346 | 1 | |
| 2.259640439 | 1 | |
| 1.92180861 | 1 | |
| 1.880859298 | 1 | |
| 1.860384641 | 1 | |
| 1.839909985 | 1 | |
| 1.829672657 | 2 |
al2o3
Real number (ℝ)
High correlation
| Distinct | 200 |
|---|---|
| Distinct (%) | 19.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -6.8651472 × 10-18 |
| Minimum | -2.7302722 |
|---|---|
| Maximum | 2.5829068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 608 |
| Negative (%) | 58.7% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | -2.7302722 |
|---|---|
| 5-th percentile | -1.4994199 |
| Q1 | -0.71988011 |
| median | -0.26856761 |
| Q3 | 1.0033131 |
| 95-th percentile | 1.5223225 |
| Maximum | 2.5829068 |
| Range | 5.313179 |
| Interquartile range (IQR) | 1.7231932 |
Descriptive statistics
| Standard deviation | 1.0004834 |
|---|---|
| Coefficient of variation (CV) | -1.4573372 × 1017 |
| Kurtosis | -0.83498934 |
| Mean | -6.8651472 × 10-18 |
| Median Absolute Deviation (MAD) | 0.67696875 |
| Skewness | 0.12246639 |
| Sum | 1.0658141 × 10-14 |
| Variance | 1.0009671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.49565399 | 24 | 2.3% |
| 1.413597172 | 23 | 2.2% |
| -0.3301102201 | 18 | 1.7% |
| 1.22896933 | 16 | 1.5% |
| -0.5762806754 | 16 | 1.5% |
| 1.208455126 | 16 | 1.5% |
| -0.6173090846 | 15 | 1.4% |
| -0.4531954477 | 14 | 1.4% |
| -0.2890818109 | 14 | 1.4% |
| -0.3095960155 | 14 | 1.4% |
| Other values (190) | 865 |
| Value | Count | Frequency (%) |
| -2.730272159 | 1 | |
| -2.586672727 | 1 | |
| -2.566158523 | 1 | |
| -2.545644318 | 1 | |
| -2.504615909 | 1 | |
| -2.42255909 | 1 | |
| -2.278959658 | 1 | |
| -2.258445453 | 1 | |
| -2.237931249 | 1 | |
| -2.217417044 | 2 |
| Value | Count | Frequency (%) |
| 2.582906835 | 1 | 0.1% |
| 2.336736379 | 1 | 0.1% |
| 2.213651152 | 1 | 0.1% |
| 1.864909673 | 1 | 0.1% |
| 1.823881264 | 1 | 0.1% |
| 1.803367059 | 2 | |
| 1.782852855 | 2 | |
| 1.76233865 | 3 | |
| 1.741824446 | 3 | |
| 1.721310241 | 3 |
na2o
Real number (ℝ)
High correlation
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.8879155 × 10-16 |
| Minimum | -1.6756829 |
|---|---|
| Maximum | 16.989771 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 415 |
| Negative (%) | 40.1% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | -1.6756829 |
|---|---|
| 5-th percentile | -1.0923874 |
| Q1 | -0.89795561 |
| median | 0.26863526 |
| Q3 | 0.85193069 |
| 95-th percentile | 1.0463625 |
| Maximum | 16.989771 |
| Range | 18.665454 |
| Interquartile range (IQR) | 1.7498863 |
Descriptive statistics
| Standard deviation | 1.0004834 |
|---|---|
| Coefficient of variation (CV) | -5.299408 × 1015 |
| Kurtosis | 78.683784 |
| Mean | -1.8879155 × 10-16 |
| Median Absolute Deviation (MAD) | 0.77772725 |
| Skewness | 4.6240278 |
| Sum | -1.9539925 × 10-13 |
| Variance | 1.0009671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| -1.092387425 | 229 | |
| 0.2686352567 | 187 | |
| 1.046362503 | 155 | |
| -0.8979556134 | 117 | |
| 0.8519306918 | 98 | |
| 0.4630670684 | 64 | 6.2% |
| 0.07420344504 | 48 | 4.6% |
| 0.6574988801 | 45 | 4.3% |
| -0.7035238017 | 26 | 2.5% |
| 1.240794315 | 19 | 1.8% |
| Other values (9) | 47 | 4.5% |
| Value | Count | Frequency (%) |
| -1.67568286 | 5 | 0.5% |
| -1.286819237 | 13 | 1.3% |
| -1.092387425 | 229 | |
| -0.8979556134 | 117 | |
| -0.7035238017 | 26 | 2.5% |
| -0.50909199 | 6 | 0.6% |
| -0.3146601783 | 5 | 0.5% |
| -0.1202283666 | 14 | 1.4% |
| 0.07420344504 | 48 | 4.6% |
| 0.2686352567 | 187 |
| Value | Count | Frequency (%) |
| 16.98977106 | 1 | 0.1% |
| 2.212953374 | 1 | 0.1% |
| 2.018521562 | 1 | 0.1% |
| 1.435226127 | 1 | 0.1% |
| 1.240794315 | 19 | 1.8% |
| 1.046362503 | 155 | |
| 0.8519306918 | 98 | |
| 0.6574988801 | 45 | 4.3% |
| 0.4630670684 | 64 | 6.2% |
| 0.2686352567 | 187 |
k2o
Real number (ℝ)
High correlation
| Distinct | 83 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5789839 × 10-16 |
| Minimum | -1.3091062 |
|---|---|
| Maximum | 20.623727 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 597 |
| Negative (%) | 57.7% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | -1.3091062 |
|---|---|
| 5-th percentile | -0.62211494 |
| Q1 | -0.29134135 |
| median | -0.062344246 |
| Q3 | 0.24298522 |
| 95-th percentile | 0.52287057 |
| Maximum | 20.623727 |
| Range | 21.932834 |
| Interquartile range (IQR) | 0.53432657 |
Descriptive statistics
| Standard deviation | 1.0004834 |
|---|---|
| Coefficient of variation (CV) | 6.3362487 × 1015 |
| Kurtosis | 349.09309 |
| Mean | 1.5789839 × 10-16 |
| Median Absolute Deviation (MAD) | 0.25444122 |
| Skewness | 17.126549 |
| Sum | 1.6342483 × 10-13 |
| Variance | 1.0009671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.08778836837 | 40 | 3.9% |
| 0.5228705704 | 38 | 3.7% |
| 0.3702058357 | 36 | 3.5% |
| -0.01145600102 | 36 | 3.5% |
| -0.2404531031 | 33 | 3.2% |
| -0.2150089806 | 32 | 3.1% |
| -0.1641207357 | 30 | 2.9% |
| -0.2658972255 | 30 | 2.9% |
| -0.1132324908 | 28 | 2.7% |
| 0.2938734684 | 28 | 2.7% |
| Other values (73) | 704 |
| Value | Count | Frequency (%) |
| -1.309106246 | 1 | 0.1% |
| -1.232773879 | 1 | 0.1% |
| -1.156441511 | 2 | |
| -1.130997389 | 1 | 0.1% |
| -1.105553266 | 1 | 0.1% |
| -1.080109144 | 1 | 0.1% |
| -1.054665021 | 1 | 0.1% |
| -1.003776777 | 2 | |
| -0.9783326541 | 4 | |
| -0.9528885316 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 20.6237273 | 2 | |
| 4.492153672 | 1 | 0.1% |
| 4.314044815 | 1 | 0.1% |
| 2.329403264 | 1 | 0.1% |
| 1.235305999 | 1 | 0.1% |
| 0.955420652 | 1 | 0.1% |
| 0.8536441622 | 2 | |
| 0.8282000398 | 1 | 0.1% |
| 0.8027559173 | 1 | 0.1% |
| 0.7773117949 | 3 |
r1_iram1622
Real number (ℝ)
High correlation Missing
| Distinct | 91 |
|---|---|
| Distinct (%) | 22.9% |
| Missing | 638 |
| Missing (%) | 61.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.253401 |
| Minimum | 12.1 |
|---|---|
| Maximum | 32.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 12.1 |
|---|---|
| 5-th percentile | 14.6 |
| Q1 | 16.9 |
| median | 18.2 |
| Q3 | 19.8 |
| 95-th percentile | 21.6 |
| Maximum | 32.5 |
| Range | 20.4 |
| Interquartile range (IQR) | 2.9 |
Descriptive statistics
| Standard deviation | 2.2066062 |
|---|---|
| Coefficient of variation (CV) | 0.1208874 |
| Kurtosis | 3.7181586 |
| Mean | 18.253401 |
| Median Absolute Deviation (MAD) | 1.4 |
| Skewness | 0.48248014 |
| Sum | 7246.6 |
| Variance | 4.8691109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18.4 | 13 | 1.3% |
| 17.4 | 12 | 1.2% |
| 18.1 | 11 | 1.1% |
| 18.9 | 11 | 1.1% |
| 16.9 | 10 | 1.0% |
| 17.1 | 9 | 0.9% |
| 19 | 9 | 0.9% |
| 19.8 | 8 | 0.8% |
| 20.4 | 8 | 0.8% |
| 19.5 | 8 | 0.8% |
| Other values (81) | 298 | |
| (Missing) | 638 |
| Value | Count | Frequency (%) |
| 12.1 | 2 | |
| 12.6 | 1 | 0.1% |
| 13.2 | 2 | |
| 13.4 | 1 | 0.1% |
| 13.7 | 3 | |
| 13.9 | 2 | |
| 14.1 | 1 | 0.1% |
| 14.3 | 2 | |
| 14.5 | 4 | |
| 14.6 | 4 |
| Value | Count | Frequency (%) |
| 32.5 | 1 | 0.1% |
| 23.6 | 1 | 0.1% |
| 23.1 | 1 | 0.1% |
| 22.8 | 1 | 0.1% |
| 22.6 | 2 | |
| 22.3 | 3 | |
| 22.2 | 1 | 0.1% |
| 22.1 | 2 | |
| 22 | 4 | |
| 21.9 | 1 | 0.1% |
r2_iram1622
Real number (ℝ)
High correlation Missing
| Distinct | 102 |
|---|---|
| Distinct (%) | 10.8% |
| Missing | 94 |
| Missing (%) | 9.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.154942 |
| Minimum | 23.9 |
|---|---|
| Maximum | 36.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 23.9 |
|---|---|
| 5-th percentile | 27.9 |
| Q1 | 29.9 |
| median | 31.2 |
| Q3 | 32.6 |
| 95-th percentile | 34.4 |
| Maximum | 36.8 |
| Range | 12.9 |
| Interquartile range (IQR) | 2.7 |
Descriptive statistics
| Standard deviation | 2.0374968 |
|---|---|
| Coefficient of variation (CV) | 0.065398832 |
| Kurtosis | 0.16559005 |
| Mean | 31.154942 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | -0.3025501 |
| Sum | 29316.8 |
| Variance | 4.1513931 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31.9 | 26 | 2.5% |
| 32.1 | 25 | 2.4% |
| 30.4 | 24 | 2.3% |
| 30.9 | 21 | 2.0% |
| 31.2 | 21 | 2.0% |
| 30.7 | 21 | 2.0% |
| 31.3 | 20 | 1.9% |
| 32.3 | 20 | 1.9% |
| 30.6 | 20 | 1.9% |
| 31.6 | 20 | 1.9% |
| Other values (92) | 723 | |
| (Missing) | 94 | 9.1% |
| Value | Count | Frequency (%) |
| 23.9 | 1 | 0.1% |
| 24.7 | 1 | 0.1% |
| 24.8 | 2 | |
| 24.9 | 1 | 0.1% |
| 25.1 | 1 | 0.1% |
| 25.4 | 1 | 0.1% |
| 25.6 | 1 | 0.1% |
| 25.8 | 3 | |
| 25.9 | 1 | 0.1% |
| 26.1 | 2 |
| Value | Count | Frequency (%) |
| 36.8 | 1 | 0.1% |
| 36.4 | 1 | 0.1% |
| 36.3 | 2 | 0.2% |
| 35.9 | 1 | 0.1% |
| 35.7 | 2 | 0.2% |
| 35.2 | 2 | 0.2% |
| 35.1 | 5 | |
| 35 | 4 | |
| 34.9 | 6 | |
| 34.8 | 2 | 0.2% |
r3_iram1622
Real number (ℝ)
High correlation Missing
| Distinct | 78 |
|---|---|
| Distinct (%) | 56.9% |
| Missing | 898 |
| Missing (%) | 86.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.915328 |
| Minimum | 30.1 |
|---|---|
| Maximum | 48.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 30.1 |
|---|---|
| 5-th percentile | 33.08 |
| Q1 | 35.9 |
| median | 38 |
| Q3 | 39.6 |
| 95-th percentile | 41.84 |
| Maximum | 48.4 |
| Range | 18.3 |
| Interquartile range (IQR) | 3.7 |
Descriptive statistics
| Standard deviation | 2.8136979 |
|---|---|
| Coefficient of variation (CV) | 0.074210035 |
| Kurtosis | 1.0801332 |
| Mean | 37.915328 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | 0.091001343 |
| Sum | 5194.4 |
| Variance | 7.9168957 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39.6 | 5 | 0.5% |
| 38 | 4 | 0.4% |
| 34.8 | 4 | 0.4% |
| 39.1 | 4 | 0.4% |
| 36.9 | 4 | 0.4% |
| 38.4 | 3 | 0.3% |
| 35.9 | 3 | 0.3% |
| 37.8 | 3 | 0.3% |
| 40.1 | 3 | 0.3% |
| 38.2 | 3 | 0.3% |
| Other values (68) | 101 | 9.8% |
| (Missing) | 898 |
| Value | Count | Frequency (%) |
| 30.1 | 1 | |
| 30.9 | 1 | |
| 31.8 | 2 | |
| 31.9 | 1 | |
| 32.9 | 1 | |
| 33 | 1 | |
| 33.1 | 1 | |
| 33.7 | 1 | |
| 34.1 | 2 | |
| 34.3 | 1 |
| Value | Count | Frequency (%) |
| 48.4 | 1 | |
| 44.3 | 1 | |
| 44.2 | 1 | |
| 43.3 | 1 | |
| 43.2 | 1 | |
| 42.2 | 1 | |
| 42 | 1 | |
| 41.8 | 1 | |
| 41.7 | 1 | |
| 41.6 | 2 |
r7_iram1622
Real number (ℝ)
High correlation Missing
| Distinct | 119 |
|---|---|
| Distinct (%) | 15.2% |
| Missing | 252 |
| Missing (%) | 24.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.466794 |
| Minimum | 40 |
|---|---|
| Maximum | 53.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 43.2 |
| Q1 | 45.8 |
| median | 47.5 |
| Q3 | 49.2 |
| 95-th percentile | 51.4 |
| Maximum | 53.9 |
| Range | 13.9 |
| Interquartile range (IQR) | 3.4 |
Descriptive statistics
| Standard deviation | 2.4508145 |
|---|---|
| Coefficient of variation (CV) | 0.05163219 |
| Kurtosis | -0.12721189 |
| Mean | 47.466794 |
| Median Absolute Deviation (MAD) | 1.7 |
| Skewness | -0.16069357 |
| Sum | 37166.5 |
| Variance | 6.0064919 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 47.2 | 21 | 2.0% |
| 47.9 | 18 | 1.7% |
| 46.5 | 17 | 1.6% |
| 46.8 | 17 | 1.6% |
| 45.9 | 16 | 1.5% |
| 48.6 | 15 | 1.4% |
| 47.3 | 15 | 1.4% |
| 47.1 | 15 | 1.4% |
| 48.4 | 14 | 1.4% |
| 47.5 | 14 | 1.4% |
| Other values (109) | 621 | |
| (Missing) | 252 |
| Value | Count | Frequency (%) |
| 40 | 1 | |
| 40.3 | 2 | |
| 40.7 | 1 | |
| 40.8 | 1 | |
| 41 | 2 | |
| 41.3 | 1 | |
| 41.7 | 1 | |
| 41.8 | 1 | |
| 42 | 1 | |
| 42.1 | 1 |
| Value | Count | Frequency (%) |
| 53.9 | 1 | 0.1% |
| 53.7 | 1 | 0.1% |
| 53.4 | 1 | 0.1% |
| 53.2 | 1 | 0.1% |
| 53.1 | 1 | 0.1% |
| 53 | 1 | 0.1% |
| 52.7 | 4 | |
| 52.6 | 2 | |
| 52.5 | 3 | |
| 52.4 | 2 |
r28_iram1622
Real number (ℝ)
High correlation Missing
| Distinct | 104 |
|---|---|
| Distinct (%) | 10.6% |
| Missing | 50 |
| Missing (%) | 4.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.376548 |
| Minimum | 52.2 |
|---|---|
| Maximum | 64.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 52.2 |
|---|---|
| 5-th percentile | 54.9 |
| Q1 | 57.1 |
| median | 58.4 |
| Q3 | 59.8 |
| 95-th percentile | 61.5 |
| Maximum | 64.3 |
| Range | 12.1 |
| Interquartile range (IQR) | 2.7 |
Descriptive statistics
| Standard deviation | 2.0123269 |
|---|---|
| Coefficient of variation (CV) | 0.034471495 |
| Kurtosis | -0.1337412 |
| Mean | 58.376548 |
| Median Absolute Deviation (MAD) | 1.4 |
| Skewness | -0.18383925 |
| Sum | 57500.9 |
| Variance | 4.0494596 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 57.4 | 25 | 2.4% |
| 59.3 | 24 | 2.3% |
| 57.9 | 24 | 2.3% |
| 57.1 | 24 | 2.3% |
| 59.4 | 23 | 2.2% |
| 59 | 21 | 2.0% |
| 58.7 | 21 | 2.0% |
| 58.4 | 21 | 2.0% |
| 59.9 | 20 | 1.9% |
| 57.3 | 20 | 1.9% |
| Other values (94) | 762 | |
| (Missing) | 50 | 4.8% |
| Value | Count | Frequency (%) |
| 52.2 | 1 | 0.1% |
| 52.3 | 1 | 0.1% |
| 52.9 | 1 | 0.1% |
| 53.1 | 3 | |
| 53.2 | 1 | 0.1% |
| 53.3 | 2 | |
| 53.4 | 3 | |
| 53.6 | 2 | |
| 53.7 | 1 | 0.1% |
| 53.8 | 2 |
| Value | Count | Frequency (%) |
| 64.3 | 1 | |
| 64 | 1 | |
| 63.5 | 1 | |
| 63.4 | 1 | |
| 63.3 | 1 | |
| 63.2 | 1 | |
| 63.1 | 1 | |
| 63 | 2 | |
| 62.9 | 1 | |
| 62.8 | 2 |
Interactions
Correlations
| al2o3 | caot | fe2o3 | g45µ | k2o | mgo | na2o | pf | r1_iram1622 | r28_iram1622 | r2_iram1622 | r3_iram1622 | r7_iram1622 | sba | sio2 | so3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| al2o3 | 1.000 | -0.659 | -0.062 | -0.121 | 0.563 | 0.270 | 0.717 | -0.604 | 0.156 | 0.140 | 0.061 | -0.192 | -0.160 | 0.204 | 0.769 | -0.045 |
| caot | -0.659 | 1.000 | -0.214 | 0.134 | -0.631 | -0.483 | -0.653 | 0.621 | 0.019 | 0.128 | 0.089 | 0.274 | 0.323 | -0.213 | -0.718 | 0.113 |
| fe2o3 | -0.062 | -0.214 | 1.000 | 0.008 | 0.081 | 0.384 | 0.081 | -0.282 | -0.211 | -0.136 | -0.102 | 0.031 | -0.092 | 0.170 | 0.264 | 0.066 |
| g45µ | -0.121 | 0.134 | 0.008 | 1.000 | -0.118 | -0.209 | -0.120 | 0.272 | -0.217 | -0.044 | -0.118 | -0.109 | -0.026 | -0.091 | -0.143 | -0.030 |
| k2o | 0.563 | -0.631 | 0.081 | -0.118 | 1.000 | 0.429 | 0.468 | -0.443 | 0.095 | -0.116 | -0.011 | -0.091 | -0.235 | 0.158 | 0.567 | -0.065 |
| mgo | 0.270 | -0.483 | 0.384 | -0.209 | 0.429 | 1.000 | 0.502 | -0.492 | -0.084 | -0.093 | -0.033 | 0.063 | -0.157 | 0.330 | 0.480 | -0.043 |
| na2o | 0.717 | -0.653 | 0.081 | -0.120 | 0.468 | 0.502 | 1.000 | -0.574 | 0.070 | 0.107 | 0.056 | -0.125 | -0.139 | 0.371 | 0.695 | -0.042 |
| pf | -0.604 | 0.621 | -0.282 | 0.272 | -0.443 | -0.492 | -0.574 | 1.000 | -0.197 | -0.117 | -0.132 | 0.038 | 0.128 | -0.103 | -0.750 | 0.026 |
| r1_iram1622 | 0.156 | 0.019 | -0.211 | -0.217 | 0.095 | -0.084 | 0.070 | -0.197 | 1.000 | 0.333 | 0.712 | 0.505 | 0.458 | -0.053 | 0.128 | -0.066 |
| r28_iram1622 | 0.140 | 0.128 | -0.136 | -0.044 | -0.116 | -0.093 | 0.107 | -0.117 | 0.333 | 1.000 | 0.506 | 0.492 | 0.635 | 0.077 | -0.003 | 0.108 |
| r2_iram1622 | 0.061 | 0.089 | -0.102 | -0.118 | -0.011 | -0.033 | 0.056 | -0.132 | 0.712 | 0.506 | 1.000 | 0.799 | 0.739 | 0.137 | -0.016 | 0.035 |
| r3_iram1622 | -0.192 | 0.274 | 0.031 | -0.109 | -0.091 | 0.063 | -0.125 | 0.038 | 0.505 | 0.492 | 0.799 | 1.000 | 0.671 | 0.205 | -0.185 | -0.008 |
| r7_iram1622 | -0.160 | 0.323 | -0.092 | -0.026 | -0.235 | -0.157 | -0.139 | 0.128 | 0.458 | 0.635 | 0.739 | 0.671 | 1.000 | 0.183 | -0.263 | 0.088 |
| sba | 0.204 | -0.213 | 0.170 | -0.091 | 0.158 | 0.330 | 0.371 | -0.103 | -0.053 | 0.077 | 0.137 | 0.205 | 0.183 | 1.000 | 0.213 | 0.085 |
| sio2 | 0.769 | -0.718 | 0.264 | -0.143 | 0.567 | 0.480 | 0.695 | -0.750 | 0.128 | -0.003 | -0.016 | -0.185 | -0.263 | 0.213 | 1.000 | -0.047 |
| so3 | -0.045 | 0.113 | 0.066 | -0.030 | -0.065 | -0.043 | -0.042 | 0.026 | -0.066 | 0.108 | 0.035 | -0.008 | 0.088 | 0.085 | -0.047 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| g45µ | sba | pf | so3 | mgo | sio2 | fe2o3 | caot | al2o3 | na2o | k2o | r1_iram1622 | r2_iram1622 | r3_iram1622 | r7_iram1622 | r28_iram1622 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3.812795 | -1.148425 | -0.961584 | 0.066093 | 1.331346 | 1.013914 | 0.680253 | -1.139153 | 1.413597 | 0.268635 | 0.370206 | NaN | 31.3 | NaN | 50.1 | 61.8 |
| 1 | 4.248908 | -0.997865 | -1.246387 | -0.028001 | -0.275250 | 1.409876 | -0.729389 | -1.026542 | 0.839199 | 0.851931 | 0.039432 | 19.1 | 32.2 | 37.9 | 49.4 | 60.5 |
| 2 | 4.248908 | -0.997865 | -0.961584 | 0.160186 | 0.814940 | 1.530386 | 0.382059 | -0.197318 | 1.064856 | 0.657499 | 0.064876 | NaN | 32.0 | NaN | 47.4 | 61.5 |
| 3 | 4.514369 | -1.248798 | -0.802094 | -0.404374 | -0.217872 | 1.263542 | -0.729389 | -0.350878 | 0.818685 | 0.657499 | 0.064876 | NaN | 29.9 | NaN | 46.2 | 60.1 |
| 4 | 2.371723 | -1.349171 | -0.756526 | -0.310281 | -0.390007 | 1.452915 | -0.512521 | -1.047017 | 0.962285 | 0.851931 | 0.115765 | 17.5 | 30.1 | 35.8 | 47.3 | 58.5 |
| 5 | 2.713029 | -0.395626 | -0.904623 | 0.254279 | -0.390007 | 1.401268 | -0.593846 | -0.821795 | 0.962285 | 0.851931 | 0.192097 | NaN | 30.8 | NaN | 45.6 | 58.0 |
| 6 | 4.817753 | 1.059786 | 0.154845 | 0.160186 | -0.390007 | 1.220503 | 0.544710 | 0.171225 | 1.146913 | 0.657499 | 0.013988 | NaN | 30.5 | NaN | 44.0 | 55.2 |
| 7 | 3.433565 | 0.206614 | -0.528683 | 1.007025 | -0.160493 | 1.289366 | -0.702280 | -1.384848 | 1.187941 | 0.851931 | 0.828200 | NaN | 31.2 | NaN | 44.1 | 57.3 |
| 8 | 1.916648 | -0.395626 | -0.802094 | 0.254279 | -0.275250 | 1.470131 | -0.864931 | -1.436035 | 0.203259 | 0.851931 | 0.675535 | NaN | 30.4 | NaN | 46.0 | 57.0 |
| 9 | 2.959528 | -0.897492 | -0.813486 | -0.216187 | -0.504764 | 1.254934 | 0.354951 | -1.323424 | 1.064856 | 1.046363 | 0.522871 | NaN | 30.2 | NaN | 44.9 | 57.5 |
| g45µ | sba | pf | so3 | mgo | sio2 | fe2o3 | caot | al2o3 | na2o | k2o | r1_iram1622 | r2_iram1622 | r3_iram1622 | r7_iram1622 | r28_iram1622 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1025 | 0.532460 | -0.144693 | 1.635822 | 0.630652 | -0.390007 | -0.862599 | -0.729389 | 0.908313 | -0.658337 | -0.897956 | -0.036900 | 16.1 | 29.7 | NaN | NaN | NaN |
| 1026 | 0.741036 | -0.847305 | 0.906726 | -0.216187 | -0.447385 | -0.673226 | -0.458304 | 1.031161 | -0.637823 | -1.092387 | -0.189565 | NaN | 28.8 | NaN | NaN | NaN |
| 1027 | -0.169114 | -0.144693 | 1.305450 | -0.404374 | -0.390007 | -0.828167 | -0.648063 | 1.051636 | -0.740394 | -1.092387 | -0.113232 | 17.1 | 30.3 | NaN | NaN | NaN |
| 1028 | -0.377691 | -0.596372 | 0.849765 | -20.916707 | 20.438363 | -0.776520 | -9.268563 | 0.816177 | -0.637823 | 16.989771 | 4.314045 | NaN | NaN | NaN | NaN | NaN |
| 1029 | -0.339768 | -0.696745 | 0.997863 | -0.686654 | -0.562142 | -0.793736 | 0.138083 | 0.969737 | -0.760909 | -1.092387 | -0.240453 | 14.7 | NaN | NaN | NaN | NaN |
| 1030 | -0.794843 | -0.546186 | 1.020647 | -0.216187 | -0.504764 | -0.957285 | -0.160110 | 0.724041 | -0.719880 | -1.092387 | -0.164121 | NaN | 29.7 | NaN | NaN | NaN |
| 1031 | -0.112230 | -0.797119 | 1.202921 | -0.780747 | -0.504764 | -1.008932 | -0.051676 | 0.652380 | -0.760909 | -1.092387 | -0.164121 | NaN | 29.6 | NaN | NaN | NaN |
| 1032 | -0.169114 | -0.245066 | 1.009255 | -0.122094 | -0.275250 | -0.922854 | -0.458304 | 0.867364 | -0.576281 | -0.897956 | -0.011456 | NaN | 30.4 | NaN | NaN | NaN |
| 1033 | 1.404688 | -0.596372 | 1.157353 | -0.216187 | -0.447385 | -0.991717 | -0.241436 | 0.877601 | -0.699366 | -1.092387 | -0.164121 | 15.7 | 28.3 | NaN | NaN | NaN |
| 1034 | -0.813804 | 0.056054 | 0.678883 | 0.348372 | -0.275250 | -0.957285 | -0.593846 | 0.908313 | -0.596795 | -1.092387 | -0.062344 | NaN | NaN | NaN | NaN | NaN |